Author

Jin-Hui Yang

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Deep Learning-Enhanced Background Error Covariance Estimation for Massive-Ensemble Kalman Filter in Sea Surface Temperature Forecasting

This study confirms that Deepcov-EnKF overcomes key limitations of traditional EDA frameworks, significantly enhances the accuracy of SST assimilation, and lays the foundation for high-precision marine forecasting systems.

Bao-Xu Li, H. Leng, Jun-Qiang Song et al. · 0 citations

Open access Aug 2026

A Coordinate-Based Framework for Sea Surface Wind Speed Reconstruction from Sparse Multi-Source Observations

Under ERA5-based evaluation, SwiftWind consistently outperforms existing data-driven baselines, including Fourier Neural Operator and Vision Transformer models, demonstrating robustness to observation number, noise level, and spatial distribution.

Ruisheng Hu, Jia-Qi Ding, Jin-Hui Yang et al. · Remote Sensing · 0 citations